04010nam 22007215 450 991044724940332120251121144915.03-030-65742-610.1007/978-3-030-65742-0(CKB)4100000011665177(DE-He213)978-3-030-65742-0(MiAaPQ)EBC6426118(PPN)252514696(EXLCZ)99410000001166517720201215d2020 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierAdvanced Analytics and Learning on Temporal Data 5th ECML PKDD Workshop, AALTD 2020, Ghent, Belgium, September 18, 2020, Revised Selected Papers /edited by Vincent Lemaire, Simon Malinowski, Anthony Bagnall, Thomas Guyet, Romain Tavenard, Georgiana Ifrim1st ed. 2020.Cham :Springer International Publishing :Imprint: Springer,2020.1 online resource (X, 233 p. 88 illus., 67 illus. in color.) Lecture Notes in Artificial Intelligence,2945-9141 ;125883-030-65741-8 Temporal Data Clustering -- Classification of Univariate and Multivariate Time Series -- Early Classification of Temporal Data -- Deep Learning and Learning Representations for Temporal Data -- Modeling Temporal Dependencies -- Advanced Forecasting and Prediction Models -- Space-Temporal Statistical Analysis -- Functional Data Analysis Methods -- Temporal Data Streams -- Interpretable Time-Series Analysis Methods -- Dimensionality Reduction, Sparsity, Algorithmic Complexity and Big Data Challenge -- Bio-Informatics, Medical, Energy Consumption, Temporal Data.This book constitutes the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in Ghent, Belgium, in September 2020. The 15 full papers presented in this book were carefully reviewed and selected from 29 submissions. The selected papers are devoted to topics such as Temporal Data Clustering; Classification of Univariate and Multivariate Time Series; Early Classification of Temporal Data; Deep Learning and Learning Representations for Temporal Data; Modeling Temporal Dependencies; Advanced Forecasting and Prediction Models; Space-Temporal Statistical Analysis; Functional Data Analysis Methods; Temporal Data Streams; Interpretable Time-Series Analysis Methods; Dimensionality Reduction, Sparsity, Algorithmic Complexity and Big Data Challenge; and Bio-Informatics, Medical, Energy Consumption, Temporal Data.Lecture Notes in Artificial Intelligence,2945-9141 ;12588Artificial intelligenceData miningSocial sciencesData processingMachine learningEducationData processingComputer networksArtificial IntelligenceData Mining and Knowledge DiscoveryComputer Application in Social and Behavioral SciencesMachine LearningComputers and EducationComputer Communication NetworksArtificial intelligence.Data mining.Social sciencesData processing.Machine learning.EducationData processing.Computer networks.Artificial Intelligence.Data Mining and Knowledge Discovery.Computer Application in Social and Behavioral Sciences.Machine Learning.Computers and Education.Computer Communication Networks.610.730692006.31Lemaire VincentMiAaPQMiAaPQMiAaPQBOOK9910447249403321Advanced Analytics and Learning on Temporal Data3083342UNINA